Course curriculum

  • 1

    Khái quát về khóa học

  • 2

    Week 1: NLP basics review

    • 1.1_Slide_Introduction

    • 1.1_Slide_NLP & Word embeddings

    • 1.1_Coding_Word_embeddings

    • 1.1_Record_NLP & Word embeddings_29/09

    • 1.2.1_Slide_RNN&Variants

    • 1.2.2_Slide_RNN&Variants

    • 1.1_Quiz_NLP & Word embeddings_Deadline_18/10/2024

    • 1.2_Record_RNN&Variants

    • 1.2_Coding_RNN&Variants

    • 1.2_Quiz_RNN&Variants_Deadline_20/10/2024
  • 3

    Week 2: Attention Mechanism and Transformer

    • 2.1_Slide_Attention Mechanism and Transformer

    • 2.1_Record_Attention Mechainism and Transformer

    • 2.1_Quiz_Attention Mechainism and Transformer_Deadine_22/10/2024

    • 2.1_References_Attention Mechanism and Transformer

    • 2.2.1_Coding_Intro to Hugging Face ecosystem

    • 2.2.1_Record_Huggingface Datasets and Text Summarization

    • 2.2.2_Coding_HF_Datasets_and_Text_Summarization

    • 2.2.2_Record_Huggingface Datasets and Text Summarization [NLP03]

    • 2.2_Quiz_Introduction_to_Huggingface_Ecosytem_Deadline_04/11/2024
  • 4

    Week 3: Encoder-based Transformers architecture BERT and applications

    • 3.1_Slide_Encoder-based Transformers architecture BERT and applications

    • 3.1_Quiz_Encoder-based_Transformers_architecture_BERT_and_applications_Deadline_04/11/2024

    • 3.1_Record_Encoder-based_Transformers_architecture_BERT_and_applications

    • 3.2.1_Coding_Training_model_with_Huggingface

    • 3.2_Record_Training_model_with_Huggingface

    • 3.2_Quiz_Training_model_w_HuggingFace_Deadline_09/11/2024
  • 5

    Week 4: Decoder-based Transformers architecture GPT and applications

    • 4.1_Slide_Decoder-based Transformers architecture GPT and applications

    • 4.1_Record_Decoder-based Transformers architecture GPT and applications

    • 4.1_Quiz_Decoder-based Transformers architecture GPT and applications_Deadline_13/11/2024

    • 4.1_Assignment_1_Neural_Machine_Translation_Deadline_11/11/2024

    • 4.2_Coding_GPT_from_scratch

    • 4.2_Record_Coding_GPT_from_scratch

    • 4.2._Quiz_Coding_GPT_from_scratch_Deadline_18/11/2024
  • 6

    Midterm Review

    • Record_Midterm_Review

    • Chat_Midterm_Review
  • 7

    Week 5: Encoder-Decoder based Transformer architecture T5 and applications

    • 5.1_Slide_T5_and_Variants

    • 5.1_Record_T5_and_Variants

    • 5.1_Quiz_T5_and_Variants_Deadline_25/11/2024

    • 5.2_Slide_HF Accelerate

    • 5.2.1_Coding_Abstractive_summarization_Vietnamese_news_with_HF_accelerate

    • 5.2_Assigment_2_LoRA_with_Advanced_Training_Techniques_Deadline_06/12/2024

    • 5.2_Quiz_HF_Accelerate_Deadline_01/12/2024

    • 5.2_Record_HF_Accelerate

    • 5.2_Chat_HF_Accelerate